Showing posts with label TechPresident. Show all posts
Showing posts with label TechPresident. Show all posts

Tuesday, July 17, 2007

GOP Candidates' YouTube Stats - 07/15/07

Little late posting this update, but the data used was collected on July 15 and I just now got around to putting it all together. Initial observations are that the growth for some of the second tier candidates seems to be dipping a little (see growth charts here). Paul's on a rocket to the stars and Romney is the only other candidate with any hope of coming to within half of Paul's YouTube success. And the media says McCain is all but over, but according to this data, his YouTube supporters have not yet abandoned him.

The Charts
First, the cumulative views (inspired by TechPresident's Youtube charts) and other cumulatives for the frontrunner candidates.





Now for the averages sans outliers to reflect true user loyalty to each candidate (an explanation on the outlier data and why they're removed can be found here).






Here are the growth graphs showing actual growth in various user activities for each candidate since May 22. All candidates have been now been added to these growth charts.
Channel ViewsCumulative RatingsCumulative Comments
Cumulative ViewsSubscribersRatings Averages
Comments AveragesViews Averages

As usual, Paul's numbers are blowing the curve. If you want me to remove Paul's data to look at the actual growth of the other candidates, let me know in the comments.

Previous entries:
July 1, 2007: GOP Candidates YouTube Stats - 07/01/07
June 21, 2007: GOP Candidates YouTube Stats - 06/21/07
June 11, 2007: GOP Candidate YouTube Stats - 06/11/07
June 2, 2007: GOP Candidate YouTube Stats, Charts (Followup)
May 22, 2007: About those Youtube Stats...

Sunday, July 01, 2007

GOP Candidates YouTube Stats - 07/01/07

I'm a couple days late with this update, but other than the tedium of adding the remaining candidates to the minutiae charts, only a little has changed since last time. Rudy almost doubled the number of videos for his campaign this week, but that doesn't seem to have helped his numbers much. With 41 videos now in his profile, he's still averaging only 2 comments per. Mitt "double Guantanamo" Romney slowed his production down to a trickle, but I'm sure he'll break 200 videos by the next update. And for what, exactly?

One of the pieces of data that I had originally overlooked is the average score of the ratings each video receives, which roughly indicates whether a candidate is producing high quality, well-liked, engaging videos. I've added that element to the tracking just to see whose videos are rating the highest quality. And, though none of the candidates are really tanking in this department, you probably don't have to actually look at these numbers to know whose videos are drawing in an average of almost 5 stars across the board (Ron Paul).

Before we get to the charts, here is how the candidates' videos are graded by the masses, from lowest to highest:

Rudy Giuliani:2.79 stars
Sam Brownback3.30
Jim Gilmore3.40
John McCain3.44
Tom Tancredo3.83
Mike Huckabee3.88
Duncan Hunter3.93
Fred Thompson4.12
Mitt Romney4.27
Ron Paul4.89


First, the cumulative views (inspired by TechPresident's Youtube charts) and other cumulatives for the frontrunner candidates. I'll be adding the remaining candidates to these charts in one of the next updates because most of the rest are starting to show a little rustling in their Youtube popularity. But for now, the established frontrunners:





Now for the averages sans outliers to reflect true user loyalty to each candidate (an explanation on the outlier data and why they're removed can be found here).





Here are the growth graphs showing actual growth in various user activities for each candidate since May 22. All candidates have been now been added to these growth charts. This is what tedium is all about:
Channel ViewsCumulative RatingsCumulative Comments
Cumulative ViewsSubscribersRatings Averages
Comments AveragesViews Averages

You can't really tell what's going on with the other candidates as long as Paul's numbers keep blowing the curve. I couldn't decide whether to remove Paul's numbers or not, just so people could see the steady pace at which the also-rans continue to grow without being scrunched up at the bottom like they are. But then, if these candidates can't catch up and carve their own visible paths on these charts, that's not mine nor Ron Paul's problem.

Previous entries:
June 21, 2007: GOP Candidates YouTube Stats - 06/21/07
June 11, 2007: GOP Candidate YouTube Stats - 06/11/07
June 2, 2007: GOP Candidate YouTube Stats, Charts (Followup)
May 22, 2007: About those Youtube Stats...

Thursday, June 21, 2007

GOP Candidates YouTube Stats - 06/21/07

First day of summer and the campaigns are heating up!

Here are the new YouTube internals for the frontrunner GOP candidates. It's pretty self-explanatory, but you may want to see the previous entries to see how the YouTube data is being used, and why. A discussion on the outlier data can be found here.

First up, the cumulative video views: the total views for all videos uploaded by each candidate's campaign (inspired by TechPresident's TubeMogul data).


Next are the cumulatives for user behavior at each candidate's videos: # of videos uploaded, Comments, Ratings, and candidate Subscribers.


Removing the outlier data, we get a more accurate picture of genuine support for each candidate, based on the averages of the data associated with each candidate. Here are the average views, comments and ratings per video to show you who among the frontrunners has the most solid support on YouTube.



Analysis: Ron Paul maintains his lead in all categories, as if you need me to tell you that. Among the others, why is Giuliani even in this race? ALL second tier candidates will surpass his numbers in just a few weeks. McCain doesn't appear to be doing much better, though he has started spitting our more videos in the last week. Will it help or hurt him? And does Romney love looking at himself or what? I mean, 187 videos? Nobody cares enough to watch 187 campaign commercials of anybody, I don't care who they are.

As in the previous post, included below are the graphs showing growth in user activity for each candidate since May 22. Some of this gets into minutiae that may not be very useful, but until that becomes apparent, here they are again.
Channel ViewsCumulative RatingsCumulative Comments
Cumulative ViewsSubscribersRatings Averages
Comments AveragesViews Averages


Previous entries:
June 11, 2007: GOP Candidate YouTube Stats - 06/11/07
June 2, 2007: GOP Candidate YouTube Stats, Charts (Followup)
May 22, 2007: About those Youtube Stats...

Tuesday, May 22, 2007

About those Youtube stats...

The TechPresident site has done an amazing job assembling the data across the internet that can be used as metrics of online support for the 2008 Presidential Candidates. They generate charts based on registered eventful.com demands, cumulative video views at Youtube, and blog posts from Technorati.com. I will be defering to TechPresident's expertise from now on when discussing the internet-based support for particular candidates.



TechPresident's cumulative video views per candidate (above) charts the actual number of individual video views for each video uploaded by the campaigns to their official YouChoose08 pages. This chart looks impressive, but is deeply flawed as a stand-alone metric for candidate support at Youtube. Below I will attempt to explain why, and will limit the discussion solely to the youtube statistics.

For starters, the video view totals include involuntary display counts achieved through embedded placements on external pages throughout the internet. Additionally, Youtube counts every time the video is played, regardless of whether one user played it a thousand times (see page-refresh schemes) or whether a thousand users viewed it only once. There is no way to measure the depth of support for a candidate based exclusively on video view counts. When these data are combined with other metrics, then a clearer picture of candidate support density can emerge.

Each candidate has one or two videos that virtually exploded in popularity, while their remaining videos received very little attention in proportion to the outliers. Remember we're trying to measure support - loyalty - to the candidates, and not the popularity of an overnight fad sensation. For that very reason I'm taking the liberty of throwing the outliers out in the text analysis that follows. Please note that the data used below is current at 5pm EDT, Monday, May 21, 2007.

Mitt Romney leads the field with 938,520 total views across 140 videos posted by the Romney campaign. But one of his videos received 440,798 views alone (46% of his total views), leaving 497,722 views across 139 videos. That averages out to just 3,581 views per video.

Hunter with 15 videos under his belt is running neck and neck with Paul as far as cumulative views go, but he too has an outlier with a disproportionate number of views (290,548 views) from his otherwise mundane 2,863 average views per video.

McCain, with 48 videos, has one video boasting 300,698 views, with the other clips averaging around 3,171 views each.

Giuliani's 16 videos show one with 49,575 views (nearly 50% of his total combined views), leaving the others to an average 3,785 views apiece.

Paul, with 17 videos in his profile, has one receiving 122,832 views, leaving the other 16 clips with an average of 15,488 views each.

Chart:


Also, each candidate has a different posting style. Ron Paul posts complete videos, while Romney and Hunter post tiny sections of larger appearances that are broken down by specific topics. Let's take the May 3 debate clips for an example. Paul posted one clip, covering his participation throughout the event. This single debate clip received 122,832 views, was rated 1,255 times, and was favorited 514 times. Romney on the other hand, posted 12 individual clips, each averaging just 5,183 views, with an average of 39 ratings and 6 favoritings per clip. What can we gather from this kind of data, and how do they more accurately reflect the loyal support base of the candidates?

I spent about 8 hours combing through each of the listed candidate's videos at Youtube to pool together how many times each was rated, commented or favorited, as well as the number of subscribers each candidate has and the number of videos each candidate has posted. This information is intended the recognize the conscious action viewers took willingly to express their support, therefore more accurately representing the support candidates are receiving at the site. I hope you find the effort revealing. This is the chart that resulted from the numbers, which includes the outliers that were previously eliminated above (click for larger view):



Tossing out the outliers mentioned above, here's a chart of the averages per video, per candidate (click to view larger).


So once again while Romney has an impressive high cumulative view total, he's coming up way short on the law of averages. And once again, Paul's support seems to punch through the mediocre haze to catapult this candidate into a mainstream mainstay for the duration.

While TechPresident's data is a step up from the information we had in the 2004 presidential campaign and should be commended, it doesn't go nearly far enough, as you can see from the layers of intricate data that reflect measurements of actual free will support through voluntary behavior. I think I am not alone in expressing hope that they will incorporate a deeper analysis tool that carefully weighs and adjusts the aggregates to more accurately reflect a candidate's real underlying online support.

Update: Just stopped by the meetup.com site, and noticed of the candidate groups organized so far, Ron Paul tops the list in the general Candidate category with 2,301 members in 113 locations around the country. But, there seems to be a USA President category under which Paul is not listed. In that section, Obama has the most members at 3,210 with half the number of cities as Paul.

And over at Alexa.com, Paul's still leading the pack in website traffic, beating out even Obama.